Research

Research Paper Summary Prompt

Objective, Methodology, Findings, Limitations — paper summaries that keep the findings tied to the caveats that constrain them.

Overview

The classic failure of AI paper summaries is amputating the limitations: findings arrive confident, caveats vanish, and the literature review inherits claims the authors never made. This setup summarizes papers into four sections where Findings and Limitations travel together, under Strict Fidelity — no unsupported conclusions, key numbers as written — with Important Quotes for the claims that deserve exact wording. The reading guidance states the academic reality: the abstract and conclusion state the claims; the methods and limitations decide how much to trust them.

Workflow

One paper per summary
Per-paper records keep the literature review traceable — every claim links to its source.
Read Findings and Limitations together
The skeleton places them adjacent on purpose: a finding without its constraint is a different claim.
Quote the load-bearing claims
Important Quotes keeps the sentences you'll cite verbatim — paraphrased claims drift.

Why This Works

A Limitations section the model MUST fill stops the classic caveat amputation
Strict fidelity bans the upgrade from "suggests" to "shows"
Methodology in the skeleton forces the trust-calibrating context into every summary

Best for

Researchers screening papers at volume
Evidence-based teams who cite what they summarize
Anyone burned by a summary stronger than the paper

Not for

Critiquing the methodology — the summary reports it; the judgment is yours
Extracting citation metadata as data — that's extraction

Use cases

Building literature reviews from a stack of papers
Keeping effect sizes and sample numbers exactly as published
Carrying limitations alongside findings instead of dropping them

Customize This Resource

Opens this setup in Structured Summary Prompt. Generate to get the full summary prompt — then adjust the structure, length, and fidelity rules.

Open in Structured Summary Prompt

Prompt Template

TASK
Summarize research papers for a literature review — findings and limitations, faithfully.
Summarize the source text in the input. Do not write new content — compress what is there.

SOURCE
The source is a research paper.
Reading guidance: The abstract and conclusion state the claims; the methods and limitations decide how much to trust them.
Emphasis: Surface the findings and their limitations together.

OUTPUT STRUCTURE
Use exactly these markdown sections, in this order:
## Objective
The question the paper set out to answer.
## Methodology
How it was studied — design, sample, measures.
## Findings
What was found, with key numbers as written.
## Limitations
What the authors say constrains the findings.

LENGTH RULES
- Balance coverage and brevity: cover every major point once, no point twice.
- Per section: 2–4 sentences each.
- Never pad a thin section — a short faithful section beats a full invented one.

FIDELITY RULES
- Do not invent information.
- Do not infer unsupported conclusions.
- Do not add missing context.
- Only summarize what appears in the source.
- Preserve numbers, dates, and names exactly as written.
- If a section has no supporting content in the source, write "Not covered in the source" — do not fill it.

QUOTE RULES
- Include direct quotes for the most important statements — quote exactly, in quotation marks.
- Attribute each quote to its speaker or section when identifiable.

OUTPUT RULES
- Return only the summary in markdown — no preamble ("Here is the summary"), no closing commentary.
- Use the section headings exactly as written above.
- Do not address the reader or the author — summarize the source.

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